14     template <
typename OutDataType, 
typename AccDataType>
 
   18         for(
int n = 0; n < N; ++n)
 
   20             o(m, n) = ck_tile::type_convert<OutDataType>(acc(m, n));
 
   24     template <
typename OutDataType, 
typename AccDataType>
 
   33 template <
typename XDataType,
 
   34           typename GammaDataType,
 
   35           typename ComputeDataType,
 
   37           typename InvRmsDataType,
 
   38           typename UnquantYDataType,
 
   39           typename Epilogue = reference_rmsnorm2d_default_epilogue>
 
   45                              ComputeDataType epsilon,
 
   46                              Epilogue epilogue_functor = {})
 
   48     auto rmsnorm2d_fwd_func = [&](
auto m) {
 
   51         ComputeDataType mean_square = 0;
 
   52         ComputeDataType divisor     = 0;
 
   54         for(
int n = 0; n < N; ++n)
 
   56             ComputeDataType x = ck_tile::type_convert<ComputeDataType>(x_m_n(m, n));
 
   60         mean_square = mean_square / N;
 
   61         divisor = ck_tile::type_convert<ComputeDataType>(1) / 
ck_tile::sqrt(mean_square + epsilon);
 
   63         if constexpr(!std::is_same_v<InvRmsDataType, ck_tile::null_type>)
 
   64             invRms_m(m) = ck_tile::type_convert<InvRmsDataType>(divisor);
 
   67         for(
int n = 0; n < N; ++n)
 
   69             ComputeDataType x     = ck_tile::type_convert<ComputeDataType>(x_m_n(m, n));
 
   70             ComputeDataType gamma = ck_tile::type_convert<ComputeDataType>(gamma_n(n));
 
   71             acc(m, n)             = x * divisor * gamma;
 
   74         if constexpr(!std::is_same_v<UnquantYDataType, ck_tile::null_type>)
 
   76             epilogue_functor(m, unquant_y_m_n, y_m_n, acc);
 
   80             epilogue_functor(m, y_m_n, acc);
 
   85         std::thread::hardware_concurrency());
 
Definition: cluster_descriptor.hpp:13
 
CK_TILE_HOST auto make_ParallelTensorFunctor(F f, Xs... xs)
Definition: host_tensor.hpp:329
 
CK_TILE_DEVICE bfloat16_t sqrt(bfloat16_t x)
Definition: bfloat16.hpp:406
 
void reference_rmsnorm2d_fwd(const HostTensor< XDataType > &x_m_n, const HostTensor< GammaDataType > &gamma_n, HostTensor< YDataType > &y_m_n, HostTensor< InvRmsDataType > &invRms_m, HostTensor< UnquantYDataType > &unquant_y_m_n, ComputeDataType epsilon, Epilogue epilogue_functor={})
Definition: reference_rmsnorm2d_fwd.hpp:40
 
const std::vector< std::size_t > & get_lengths() const
Definition: host_tensor.hpp:198
 
Definition: host_tensor.hpp:336
 
decltype(auto) get_lengths() const
Definition: host_tensor.hpp:390
 
decltype(auto) get_strides() const
Definition: host_tensor.hpp:394
 
Descriptor mDesc
Definition: host_tensor.hpp:742
 
Definition: reference_rmsnorm2d_fwd.hpp:13
 
auto operator()(int m, const HostTensor< AccDataType > &acc)
Definition: reference_rmsnorm2d_fwd.hpp:25
 
void operator()(int m, HostTensor< OutDataType > &o, const HostTensor< AccDataType > &acc)
Definition: reference_rmsnorm2d_fwd.hpp:15